{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import matplotlib\n",
    "matplotlib.rcParams['mathtext.fontset'] = 'stix'\n",
    "matplotlib.rcParams['font.family'] = 'STIXGeneral'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "def flip(items, ncol):\n",
    "    return itertools.chain(*[items[i::ncol] for i in range(ncol)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from cycler import cycler\n",
    "\n",
    "plt.rcParams['axes.prop_cycle'] = cycler(color=\n",
    "    [ \n",
    "        '#9467bd', \n",
    "        '#2ca02c', \n",
    "        '#ff7f0e', \n",
    "        '#1f77b4', \n",
    "        '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf'\n",
    "    ]\n",
    ")\n",
    "\n",
    "labels = [8, 16, 32, 64, 128, 192, 256]\n",
    "raw_data =  {\n",
    "        \"registration\": [107457, 107521, 107521, 107521, 107457, 107521, 107457],\n",
    "        \"share distribution\": [128704, 172713, 260636, 436737, 789894, 1143215, 1497403],\n",
    "        \"dispute\": [405167, 614108, 1031681, 1866679, 3537362, 5210670, 6886217],\n",
    "        \"dispute, duplicate\": [69062, 104661, 175672, 317393, 600333, 884589, 1169330],\n",
    "        \"key share submission\": [517770, 517770, 517770, 517770, 517770, 517770, 517770],\n",
    "        \"key share recovery\": [51980, 101448, 200346, 398443, 794364, 1190669, 1588254],\n",
    "        \"recovered key share submission\": [517450, 517770, 517770, 517642, 517706, 517642, 517514],\n",
    "        \"recovered key share submission, duplicate\": [\n",
    "            41181,\n",
    "            41245,\n",
    "            41309,\n",
    "            41181,\n",
    "            41309,\n",
    "            41181,\n",
    "            41117,\n",
    "        ],\n",
    "        \"master key submission\": [395577, 421332, 472891, 576264, 783586, 992060, 1201366],\n",
    "        \"master key submission, duplicate\": [30849, 30849, 30849, 30913, 30849, 30913, 30785],\n",
    "    }\n",
    "\n",
    "\n",
    "labels.pop(0)\n",
    "labels.pop(0)\n",
    "labels.pop(0)\n",
    "\n",
    "for v in raw_data.values():\n",
    "    v.pop(0)\n",
    "    v.pop(0)\n",
    "    v.pop(0)\n",
    "\n",
    "x = np.arange(len(labels))  # the label locations\n",
    "w = 0.75\n",
    "\n",
    "fig, ax = plt.subplots(dpi=300, figsize=(5, 3))\n",
    "\n",
    "cats = [\n",
    "#    \"registration\",\n",
    "    \"share distribution\",\n",
    "    \"dispute\",\n",
    "#    \"key share submission\",\n",
    "    \"key share recovery\",\n",
    "    \"master key submission\"     \n",
    "]\n",
    "\n",
    "for i, k in enumerate(cats):\n",
    "    r = ax.bar(x - w/2  + w/len(cats) * (i + 0.5), raw_data[k], w/len(cats)*0.9, label=k)\n",
    "    \n",
    "xlims = ax.get_xlim()\n",
    "plt.plot(xlims, [8_000_000]*2, color='red', label='block gas limit')\n",
    "ax.set_xlim(xlims)\n",
    "\n",
    "# Add some text for labels, title and custom x-axis tick labels, etc.\n",
    "ax.set_xlabel('Number of Participants (n)')\n",
    "ax.set_ylabel('Gas Costs')\n",
    "\n",
    "#ax.set_xticks(labels)\n",
    "#ax.get_xaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "\n",
    "#ax.set_xlim([-0.5, len(labels) - 0.5])\n",
    "\n",
    "# ax.set_yscale('log')\n",
    "# ax.set_yticks([50_000, 100_000, 200_000, 400_000, 800_000, 1_600_000, 3_200_000, 6_400_000])\n",
    "# ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "\n",
    "ax.set_yticks([i*1000000 for i in range(9)])\n",
    "ax.get_yaxis().set_major_formatter(\n",
    "    matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ','))\n",
    ")\n",
    "\n",
    "\n",
    "plt.minorticks_off()\n",
    "ax.yaxis.grid(which=\"major\", linestyle='--')\n",
    "\n",
    "# ax.set_title('xyz')\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(labels)\n",
    "\n",
    "# ax.legend(ncol=2, bbox_to_anchor=(0.72, 0.65), loc=0)\n",
    "ax.legend(bbox_to_anchor=(0.5, 0.68), loc=0)\n",
    "\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.savefig('gas-costs.png', bbox_inches='tight', pad_inches=0)\n",
    "# plt.savefig('gas-costs.pdf', bbox_inches='tight', pad_inches=0)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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